I like to know when the multiplication of a matrix by it's transpose will be equal to 1(I) and when it will be equal to 0?
Thanks in advanced!
I like to know when the multiplication of a matrix by it's transpose will be equal to 1(I) and when it will be equal to 0?
Thanks in advanced!
Suppose we assume that $A$ is a real matrix. Then if $A$ is a square matrix and $AA^T=I$, then $A^{-1}=A^T$, which is true for orthogonal matrices. If $AA^T=0$, then $A$ has to be singular since $\det A=0$ (can you see why?) and any two rows of $A$ has to be orthogonal; in particular, any row of $A$ is orthogonal to itself, so the length of that vector in any row is $0$ and it is the zero vector. Therefore, $AA^T=0\iff A=0$.
However, if $A$ is complex, the situation becomes quite different. It is no longer required that $A=0$ for $AA^T=0$. Thanks to Hanno for this case, which I left out in my original answer.
If the rows of $A$ are $R_1, R_2,\dots,R_n$ then the $ij^{th}$ entry of $AA^t$ is given by the dot product $R_i.R_j$.
For a real matrix $A,$ with $AA^T = 0,$ each row vector is orthogonal to all the other vectors, and in particular to itself.
So $A = 0$.